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Deep Generative Models and Stable Diffusion: Revolution in Visual Synthesis - Lecture by Björn Ommer

Offered By: Lennart Svensson via YouTube

Tags

Deep Generative Models Courses Artificial Intelligence Courses Machine Learning Courses Computer Vision Courses Stable Diffusion Courses Life Science Courses

Course Description

Overview

Explore the revolutionary world of deep generative models and visual synthesis in this guest lecture by Professor Björn Ommer. Delve into an overview of generative models, with a focus on denoising diffusion probabilistic models and their role in visual synthesis. Learn about the groundbreaking Stable Diffusion approach, which significantly improves the efficiency of diffusion models, allowing for the summarization of billions of training samples in compact representations. Discover how these advancements enable visual synthesis on consumer GPUs and gain insights into current extensions and future developments in the field. Examine the potential applications and limitations of these cutting-edge technologies in various domains, including digital humanities and life sciences.

Syllabus

Introduction
Overview of generative models
Diffusion models
Stable diffusion
Retrieval-Augmented Diffusion Models


Taught by

Lennart Svensson

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